# Introduction:
Department

Here are preliminary results of the bibliometric mapping of the 2022 Luxembourg research evaluation. Its purpose is:

The method for the research-field-mapping can be reiviewed here:

Rakas, M., & Hain, D. S. (2019). The state of innovation system research: What happens beneath the surface?. Research Policy, 48(9), 103787.

Seed Articles

The seed articles deemed representative for the active areas of research in the institution, and include authors affiliated with the institution. They can be selected in three ways:

  1. Via bibliographic clustering of the institutions publications and selection of most central articles per cluster (only clsuters where n >= 0.05N). Selection can be found at https://github.com/daniel-hain/biblio_lux_2022/blob/master/output/seed/scopus_list_itis_seed.csv
  2. Manual selection of relevant publications.
  3. A combination of 1. and 2.

The present analysis is based on the following seed articles:

AU PY TI JI
WANG J;JIN C;TANG Q;LIU Z;A… 2022 CRYPTOREC: NOVEL COLLABORATIVE FILTERING RECOMMENDER MADE PRIVACY-PRESERVING EASY IEEE TRANS. DEPENDABLE SECU…
YILMA BA;PANETTO H;NAUDET Y 2021 SYSTEMIC FORMALISATION OF CYBER-PHYSICAL-SOCIAL SYSTEM (CPSS): A SYSTEMATIC LITERATURE REVIEW COMPUT IND
MAYER N;AUBERT J 2021 A RISK MANAGEMENT FRAMEWORK FOR SECURITY AND INTEGRITY OF NETWORKS AND SERVICES J. RISK RES.
GUTIERREZ-GOMEZ L;PETRY F;K… 2020 A COMPARISON FRAMEWORK OF MACHINE LEARNING ALGORITHMS FOR MIXED-TYPE VARIABLES DATASETS: A CASE S… IEEE ACCESS
MAHJRI I;FAYE S;KHADRAOUI D 2019 IMPACT AND DEPLOYMENT OF DYNAMIC TRAFFIC LIGHT CONTROL STRATEGIES USING A CITY-WIDE SIMULATION SC… IEEE INTELL. TRANSP. SYST. …
MCGEE F;GHONIEM M;MELANÇON … 2019 THE STATE OF THE ART IN MULTILAYER NETWORK VISUALIZATION COMPUT GRAPHICS FORUM
MCCALL R;MCGEE F;MIRNIG A;M… 2019 A TAXONOMY OF AUTONOMOUS VEHICLE HANDOVER SITUATIONS TRANSP. RES. PART A POLICY …
MEULEPAS JM;RONCKERS CM;SME… 2019 RADIATION EXPOSURE FROM PEDIATRIC CT SCANS AND SUBSEQUENT CANCER RISK IN THE NETHERLANDS J. NATL. CANCER INST.

General Overview over articles

Main Indicators: Publications, Authors, Countries (Tabular)

## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              2016 : 2021 
##  Sources (Journals, Books, etc)        3068 
##  Documents                             8864 
##  Average years from publication        3.25 
##  Average citations per documents       17.09 
##  Average citations per year per doc    3.665 
##  References                            328541 
##  
## DOCUMENT TYPES                     
##  article               5149 
##  book                  24 
##  book chapter          113 
##  conference paper      3234 
##  data paper            3 
##  editorial             9 
##  letter                4 
##  note                  13 
##  retracted             2 
##  review                306 
##  short survey          7 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    33401 
##  Author's Keywords (DE)                17778 
##  
## AUTHORS
##  Authors                               25686 
##  Author Appearances                    40542 
##  Authors of single-authored documents  283 
##  Authors of multi-authored documents   25403 
##  
## AUTHORS COLLABORATION
##  Single-authored documents             318 
##  Documents per Author                  0.345 
##  Authors per Document                  2.9 
##  Co-Authors per Documents              4.57 
##  Collaboration Index                   2.97 
##  
## 
## Annual Scientific Production
## 
##  Year    Articles
##     2016     1027
##     2017     1231
##     2018     1538
##     2019     1759
##     2020     1743
##     2021     1566
## 
## Annual Percentage Growth Rate 8.80385 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles Authors        Articles Fractionalized
## 1         WANG Y       101        ZHANG Y                    21.6
## 2         ZHANG Y       88        WANG Y                     20.5
## 3         LI X          82        LI X                       18.8
## 4         WANG J        78        WANG J                     18.5
## 5         ZHANG J       74        ZHANG J                    16.6
## 6         LIU Y         69        LIU Y                      15.8
## 7         LI Y          68        LI Y                       15.2
## 8         WANG Z        63        WANG Z                     14.2
## 9         LI J          60        WANG L                     13.0
## 10        WANG L        59        WANG W                     12.8
## 
## 
## Top manuscripts per citations
## 
##                                                  Paper                                DOI    TC TCperYear   NTC
## 1  CHEN T, 2016, PROC ACM SIGKDD INT CONF KNOWL DISCOV DATA MIN 10.1145/2939672.2939785   11484    1640.6 302.6
## 2  ABADI M, 2016, PROC ACM CONF COMPUTER COMMUN SECUR           10.1145/2976749.2978318    1323     189.0  34.9
## 3  YANG Q, 2019, ACM TRANS INTELL SYST TECHNOLOG                10.1145/3298981            1279     319.8  80.9
## 4  SILVER D, 2018, SCI                                          10.1126/science.aar6404     979     195.8  46.9
## 5  LOPEZ PA, 2018, IEEE CONF INTELL TRANSPORT SYST PROC ITSC    10.1109/ITSC.2018.8569938   797     159.4  38.2
## 6  BONAWITZ K, 2017, PROC ACM CONF COMPUTER COMMUN SECUR        10.1145/3133956.3133982     712     118.7  29.0
## 7  TALEBPOUR A, 2016, TRANSP RES PART C EMERG TECHNOL           10.1016/j.trc.2016.07.007   596      85.1  15.7
## 8  MOHASSEL P, 2017, PROC IEEE SYMP SECUR PRIVACY               10.1109/SP.2017.12          589      98.2  24.0
## 9  LI J, 2017, INT CONF INF KNOWLEDGE MANAGE                    10.1145/3132847.3132926     511      85.2  20.8
## 10 TANG J, 2018, WSDM - PROC ACM INT CONF WEB SEARCH DATA MIN   10.1145/3159652.3159656     488      97.6  23.4
## 
## 
## Corresponding Author's Countries
## 
##           Country Articles   Freq SCP MCP MCP_Ratio
## 1  CHINA              1068 0.2030 734 334     0.313
## 2  USA                 908 0.1726 728 180     0.198
## 3  GERMANY             324 0.0616 257  67     0.207
## 4  UNITED KINGDOM      247 0.0470 157  90     0.364
## 5  ITALY               204 0.0388 154  50     0.245
## 6  SPAIN               189 0.0359 121  68     0.360
## 7  KOREA               167 0.0317 136  31     0.186
## 8  FRANCE              152 0.0289  92  60     0.395
## 9  NETHERLANDS         144 0.0274  99  45     0.312
## 10 AUSTRALIA           138 0.0262  80  58     0.420
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##      Country      Total Citations Average Article Citations
## 1  CHINA                    18272                     17.11
## 2  USA                      16996                     18.72
## 3  UNITED KINGDOM            5720                     23.16
## 4  GERMANY                   4857                     14.99
## 5  SPAIN                     3178                     16.81
## 6  ITALY                     2677                     13.12
## 7  NETHERLANDS               2461                     17.09
## 8  KOREA                     2444                     14.63
## 9  AUSTRALIA                 2197                     15.92
## 10 FRANCE                    2142                     14.09
## 
## 
## Most Relevant Sources
## 
##                                                                                                                          Sources       
## 1  LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS)
## 2  IEEE ACCESS                                                                                                                         
## 3  IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS                                                                            
## 4  ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES                                                                                      
## 5  SCIENTIFIC REPORTS                                                                                                                  
## 6  PHYSICA A: STATISTICAL MECHANICS AND ITS APPLICATIONS                                                                               
## 7  PHYSICAL REVIEW E                                                                                                                   
## 8  ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING                                                                                       
## 9  ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS                                                                                   
## 10 CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS - PROCEEDINGS                                                                      
##    Articles
## 1       299
## 2       199
## 3       127
## 4        91
## 5        87
## 6        83
## 7        83
## 8        76
## 9        58
## 10       57
## 
## 
## Most Relevant Keywords
## 
##    Author Keywords (DE)      Articles Keywords-Plus (ID)     Articles
## 1     MACHINE LEARNING            480       FEMALE               1746
## 2     DIFFERENTIAL PRIVACY        251       HUMAN                1681
## 3     DEEP LEARNING               186       MALE                 1672
## 4     COMPUTED TOMOGRAPHY         134       HUMANS               1389
## 5     HOMOMORPHIC ENCRYPTION      133       ARTICLE              1304
## 6     PRIVACY                     129       ADULT                1051
## 7     AUTOMATED DRIVING           101       CHILD                 993
## 8     AUTOMATION                   97       ADOLESCENT            797
## 9     CLASSIFICATION               90       AUTOMATION            784
## 10    INTERNET OF THINGS           87       MACHINE LEARNING      716

Main Indicators: Publications, Authors, Countries (Graphical)

Cited references

Top 20 cited references (by corpus documents):

CR n
BREIMAN, L., RANDOM FORESTS (2001) MACHINE LEARNING, 45 (1), PP. 5-32 179
PEARCE, M.S., SALOTTI, J.A., LITTLE, M.P., RADIATION EXPOSURE FROM CT SCANS IN CHILDHOOD AND SUBSEQUENT RISK OF LEUKAEMIA AND BRAIN TUMOURS: A RETROSPECTIVE COHORT STUDY (2012) LANCET, 380, PP. 499-505 123
BREIMAN, L., RANDOM FORESTS (2001) MACH. LEARN., 45 (1), PP. 5-32 106
BULDYREV, S.V., PARSHANI, R., PAUL, G., STANLEY, H.E., HAVLIN, S., CATASTROPHIC CASCADE OF FAILURES IN INTERDEPENDENT NETWORKS (2010) NATURE, 464, PP. 1025-1028 83
FRIEDMAN, J.H., GREEDY FUNCTION APPROXIMATION: A GRADIENT BOOSTING MACHINE (2001) ANNALS OF STATISTICS, PP. 1189-1232 70
BULDYREV, S.V., PARSHANI, R., PAUL, G., STANLEY, H.E., HAVLIN, S., CATASTROPHIC CASCADE OF FAILURES IN INTERDEPENDENT NETWORKS (2010) NATURE, 464 (7291), PP. 1025-1028 68
DWORK, C., MCSHERRY, F., NISSIM, K., SMITH, A., CALIBRATING NOISE TO SENSITIVITY IN PRIVATE DATA ANALYSIS (2006) THEORY OF CRYPTOGRAPHY CONFERENCE, PP. 265-284. , SPRINGER 67
MATHEWS, J.D., FORSYTHE, A.V., BRADY, Z., CANCER RISK IN 680,000 PEOPLE EXPOSED TO COMPUTED TOMOGRAPHY SCANS IN CHILDHOOD OR ADOLESCENCE: DATA LINKAGE STUDY OF 11 MILLION AUSTRALIANS (2013) BMJ, 346, P. F2360 66
MIGLIORETTI, D.L., JOHNSON, E., WILLIAMS, A., THE USE OF COMPUTED TOMOGRAPHY IN PEDIATRICS AND THE ASSOCIATED RADIATION EXPOSURE AND ESTIMATED CANCER RISK (2013) JAMA PEDIATR, 167, PP. 700-707 66
BREIMAN, L., RANDOM FORESTS (2001) MACH. LEARN., 45, PP. 5-32 62
BREIMAN, L., RANDOM FORESTS (2001) MACHINE LEARNING, 45, PP. 5-32 56
PEARCE, M.S., SALOTTI, J.A., LITTLE, M.P., RADIATION EXPOSURE FROM CT SCANS IN CHILDHOOD AND SUBSEQUENT RISK OF LEUKAEMIA AND BRAIN TUMOURS: A RETROSPECTIVE COHORT STUDY (2012) LANCET, 380 (9840), PP. 499-505 55
BREIMAN, L., RANDOM FORESTS (2001) MACH LEARN, 45 (1), PP. 5-32 54
DWORK, C., ROTH, A., THE ALGORITHMIC FOUNDATIONS OF DIFFERENTIAL PRIVACY (2014) FOUNDATIONS AND TRENDS IN THEORETICAL COMPUTER SCIENCE, 9 (3-4), PP. 211-407 53
KRIZHEVSKY, A., SUTSKEVER, I., HINTON, G.E., IMAGENET CLASSIFICATION WITH DEEP CONVOLUTIONAL NEURAL NETWORKS (2012) ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS, PP. 1097-1105 53
DWORK, C., ROTH, A., THE ALGORITHMIC FOUNDATIONS OF DIFFERENTIAL PRIVACY (2014) FOUND. TRENDS THEOR. COMPUT. SCI., 9 (3-4), PP. 211-407 50
HAKLAY, M., WEBER, P., OPENSTREETMAP: USER-GENERATED STREET MAPS (2008) IEEE PERVASIVE COMPUTING, 7 (4), PP. 12-18 48
HE, K., ZHANG, X., REN, S., SUN, J., DEEP RESIDUAL LEARNING FOR IMAGE RECOGNITION (2016) PROCEEDINGS OF THE IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PP. 770-778 46
BAINBRIDGE, L., IRONIES OF AUTOMATION (1983) AUTOMATICA, 19 (6), PP. 775-779 45
BULDYREV, S.V., PARSHANI, R., PAUL, G., STANLEY, H.E., HAVLIN, S., (2010) NATURE, 464, P. 1025 45

Additional analysis

Authors, Themes & Journals

Endnotes

All results are preliminary so far…